When you think of intelligence, you think of the human kind. As we create different things that have some of the properties we usually identify as "intelligence", but lack others that were completely correlated until that time, we need to create better words that can express the new situation.

It's perfectly ok to prefer the qualifier to go the other way around, keep intelligence general and change the name of the specialized form. But that's just not how our language evolved.